Dataset statistics
| Number of variables | 25 |
|---|---|
| Number of observations | 112 |
| Missing cells | 960 |
| Missing cells (%) | 34.3% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 22.0 KiB |
| Average record size in memory | 201.1 B |
Variable types
| Numeric | 22 |
|---|---|
| Categorical | 3 |
Experimental_Year is highly overall correlated with Date and 1 other fields | High correlation |
Dry_Weight is highly overall correlated with Crop and 1 other fields | High correlation |
AMF_Colonization is highly overall correlated with Crop and 1 other fields | High correlation |
Total_Antioxidants is highly overall correlated with Asparagine | High correlation |
Abscisic_Acid is highly overall correlated with Date and 1 other fields | High correlation |
Gibberellic_Acid is highly overall correlated with Date and 1 other fields | High correlation |
Indole_Acetic_Acid is highly overall correlated with Cytokinine and 2 other fields | High correlation |
Jasmonic_Acid is highly overall correlated with Salicylic_Acid and 2 other fields | High correlation |
Salicylic_Acid is highly overall correlated with Jasmonic_Acid and 2 other fields | High correlation |
Succinic_Acid is highly overall correlated with Date and 2 other fields | High correlation |
Asparagine is highly overall correlated with Total_Antioxidants and 3 other fields | High correlation |
Cytokinine is highly overall correlated with Indole_Acetic_Acid and 2 other fields | High correlation |
Glycine_Betaine is highly overall correlated with Date and 1 other fields | High correlation |
Hydrogen_Peroxid is highly overall correlated with Date and 1 other fields | High correlation |
Proline is highly overall correlated with Crop | High correlation |
Superoxide_Dismutase is highly overall correlated with Date and 1 other fields | High correlation |
Trehalose is highly overall correlated with Date and 2 other fields | High correlation |
Tryptophan is highly overall correlated with Date and 2 other fields | High correlation |
Date is highly overall correlated with Experimental_Year and 12 other fields | High correlation |
Crop is highly overall correlated with Experimental_Year and 17 other fields | High correlation |
Beneficials is highly overall correlated with Dry_Weight and 7 other fields | High correlation |
Beneficials is highly imbalanced (62.9%) | Imbalance |
Dry_Weight has 16 (14.3%) missing values | Missing |
AMF_Colonization has 16 (14.3%) missing values | Missing |
Abscisic_Acid has 96 (85.7%) missing values | Missing |
Gibberellic_Acid has 96 (85.7%) missing values | Missing |
Indole_Acetic_Acid has 96 (85.7%) missing values | Missing |
Succinic_Acid has 64 (57.1%) missing values | Missing |
Asparagine has 64 (57.1%) missing values | Missing |
Cytokinine has 96 (85.7%) missing values | Missing |
Glycine_Betaine has 96 (85.7%) missing values | Missing |
Hydrogen_Peroxid has 96 (85.7%) missing values | Missing |
Superoxide_Dismutase has 96 (85.7%) missing values | Missing |
Trehalose has 64 (57.1%) missing values | Missing |
Tryptophan has 64 (57.1%) missing values | Missing |
Experimental_Year is highly skewed (γ1 = 2.069055759) | Skewed |
Gibberellic_Acid is highly skewed (γ1 = 1.418971963) | Skewed |
Jasmonic_Acid is highly skewed (γ1 = 2.635160934) | Skewed |
Salicylic_Acid is highly skewed (γ1 = 2.892366056) | Skewed |
Reproduction
| Analysis started | 2024-07-17 12:48:25.860481 |
|---|---|
| Analysis finished | 2024-07-17 12:49:33.870428 |
| Duration | 1 minute and 8.01 seconds |
| Software version | ydata-profiling v0.0.dev0 |
| Download configuration | config.json |
Experimental_Year
Real number (ℝ)
HIGH CORRELATION SKEWED
| Distinct | 2 |
|---|---|
| Distinct (%) | 1.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Skewness | 2.07 |
| Mean | 2.02 × 103 |
| Minimum | 2.02 × 103 |
|---|---|
| Maximum | 2.02 × 103 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 KiB |
Quantile statistics
| Minimum | 2.02 × 103 |
|---|---|
| 5-th percentile | 2.02 × 103 |
| Q1 | 2.02 × 103 |
| median | 2.02 × 103 |
| Q3 | 2.02 × 103 |
| 95-th percentile | 2.02 × 103 |
| Maximum | 2.02 × 103 |
| Range | 1 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.351 |
|---|---|
| Coefficient of variation (CV) | 0.000174 |
| Kurtosis | 2.32 |
| Mean | 2.02 × 103 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.07 |
| Sum | 2.26 × 105 |
| Variance | 0.124 |
| Monotonicity | Increasing |
Histogram with fixed size bins (bins=2)
| Value | Count | Frequency (%) |
| 2019 | 96 | |
| 2020 | 16 | 14.3% |
| Value | Count | Frequency (%) |
| 2019 | 96 | |
| 2020 | 16 | 14.3% |
| Value | Count | Frequency (%) |
| 2020 | 16 | 14.3% |
| 2019 | 96 |
Date
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 2.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.0 KiB |
| 2019-05-22 00:00:00.0000000 | |
|---|---|
| 2019-05-21 00:00:00.0000000 | |
| 2020-07-15 00:00:00.0000000 |
Length
| Max length | 27 |
|---|---|
| Median length | 27 |
| Mean length | 27 |
| Min length | 27 |
Characters and Unicode
| Total characters | 3024 |
|---|---|
| Distinct characters | 10 |
| Distinct categories | 4 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2019-05-22 00:00:00.0000000 |
|---|---|
| 2nd row | 2019-05-22 00:00:00.0000000 |
| 3rd row | 2019-05-22 00:00:00.0000000 |
| 4th row | 2019-05-22 00:00:00.0000000 |
| 5th row | 2019-05-22 00:00:00.0000000 |
Common Values
| Value | Count | Frequency (%) |
| 2019-05-22 00:00:00.0000000 | 48 | |
| 2019-05-21 00:00:00.0000000 | 48 | |
| 2020-07-15 00:00:00.0000000 | 16 | 14.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 00:00:00.0000000 | 112 | |
| 2019-05-22 | 48 | |
| 2019-05-21 | 48 | |
| 2020-07-15 | 16 | 7.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1696 | |
| 2 | 272 | 9.0% |
| - | 224 | 7.4% |
| : | 224 | 7.4% |
| 1 | 160 | 5.3% |
| 5 | 112 | 3.7% |
| 112 | 3.7% | |
| . | 112 | 3.7% |
| 9 | 96 | 3.2% |
| 7 | 16 | 0.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 2352 | |
| Other Punctuation | 336 | 11.1% |
| Dash Punctuation | 224 | 7.4% |
| Space Separator | 112 | 3.7% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 1696 | |
| 2 | 272 | 11.6% |
| 1 | 160 | 6.8% |
| 5 | 112 | 4.8% |
| 9 | 96 | 4.1% |
| 7 | 16 | 0.7% |
Other Punctuation
| Value | Count | Frequency (%) |
| : | 224 | |
| . | 112 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 224 |
Space Separator
| Value | Count | Frequency (%) |
| 112 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 3024 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 1696 | |
| 2 | 272 | 9.0% |
| - | 224 | 7.4% |
| : | 224 | 7.4% |
| 1 | 160 | 5.3% |
| 5 | 112 | 3.7% |
| 112 | 3.7% | |
| . | 112 | 3.7% |
| 9 | 96 | 3.2% |
| 7 | 16 | 0.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 3024 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 1696 | |
| 2 | 272 | 9.0% |
| - | 224 | 7.4% |
| : | 224 | 7.4% |
| 1 | 160 | 5.3% |
| 5 | 112 | 3.7% |
| 112 | 3.7% | |
| . | 112 | 3.7% |
| 9 | 96 | 3.2% |
| 7 | 16 | 0.5% |
Plot_ID
Real number (ℝ)
| Distinct | 96 |
|---|---|
| Distinct (%) | 85.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Skewness | 0.0542 |
| Mean | 108 |
| Minimum | 1 |
|---|---|
| Maximum | 224 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 5 |
| Q1 | 56.8 |
| median | 92.5 |
| Q3 | 164 |
| 95-th percentile | 218 |
| Maximum | 224 |
| Range | 223 |
| Interquartile range (IQR) | 108 |
Descriptive statistics
| Standard deviation | 68.9 |
|---|---|
| Coefficient of variation (CV) | 0.636 |
| Kurtosis | -1.12 |
| Mean | 108 |
| Median Absolute Deviation (MAD) | 60 |
| Skewness | 0.0542 |
| Sum | 1.21 × 104 |
| Variance | 4.75 × 103 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 81 | 3 | 2.7% |
| 162 | 3 | 2.7% |
| 5 | 3 | 2.7% |
| 85 | 3 | 2.7% |
| 86 | 3 | 2.7% |
| 82 | 3 | 2.7% |
| 6 | 3 | 2.7% |
| 161 | 3 | 2.7% |
| 96 | 1 | 0.9% |
| 211 | 1 | 0.9% |
| Other values (86) | 86 |
| Value | Count | Frequency (%) |
| 1 | 1 | 0.9% |
| 2 | 1 | 0.9% |
| 3 | 1 | 0.9% |
| 4 | 1 | 0.9% |
| 5 | 3 |
| Value | Count | Frequency (%) |
| 224 | 1 | |
| 223 | 1 | |
| 222 | 1 | |
| 221 | 1 | |
| 220 | 1 |
Crop
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 1.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.0 KiB |
| Winter wheat | |
|---|---|
| Grain maize |
Length
| Max length | 12 |
|---|---|
| Median length | 12 |
| Mean length | 11.9 |
| Min length | 11 |
Characters and Unicode
| Total characters | 1328 |
|---|---|
| Distinct characters | 13 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Winter wheat |
|---|---|
| 2nd row | Winter wheat |
| 3rd row | Winter wheat |
| 4th row | Winter wheat |
| 5th row | Winter wheat |
Common Values
| Value | Count | Frequency (%) |
| Winter wheat | 96 | |
| Grain maize | 16 | 14.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| winter | 96 | |
| wheat | 96 | |
| grain | 16 | 7.1% |
| maize | 16 | 7.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 208 | |
| t | 192 | |
| i | 128 | |
| a | 128 | |
| n | 112 | |
| r | 112 | |
| 112 | ||
| W | 96 | |
| w | 96 | |
| h | 96 | |
| Other values (3) | 48 | 3.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 1104 | |
| Space Separator | 112 | 8.4% |
| Uppercase Letter | 112 | 8.4% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 208 | |
| t | 192 | |
| i | 128 | |
| a | 128 | |
| n | 112 | |
| r | 112 | |
| w | 96 | |
| h | 96 | |
| m | 16 | 1.4% |
| z | 16 | 1.4% |
Uppercase Letter
| Value | Count | Frequency (%) |
| W | 96 | |
| G | 16 | 14.3% |
Space Separator
| Value | Count | Frequency (%) |
| 112 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1216 | |
| Common | 112 | 8.4% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 208 | |
| t | 192 | |
| i | 128 | |
| a | 128 | |
| n | 112 | |
| r | 112 | |
| W | 96 | |
| w | 96 | |
| h | 96 | |
| G | 16 | 1.3% |
| Other values (2) | 32 | 2.6% |
Common
| Value | Count | Frequency (%) |
| 112 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1328 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 208 | |
| t | 192 | |
| i | 128 | |
| a | 128 | |
| n | 112 | |
| r | 112 | |
| 112 | ||
| W | 96 | |
| w | 96 | |
| h | 96 | |
| Other values (3) | 48 | 3.6% |
Beneficials
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | 1.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.0 KiB |
| Control | |
|---|---|
| BMs | 8 |
Length
| Max length | 7 |
|---|---|
| Median length | 7 |
| Mean length | 6.71 |
| Min length | 3 |
Characters and Unicode
| Total characters | 752 |
|---|---|
| Distinct characters | 9 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Control |
|---|---|
| 2nd row | Control |
| 3rd row | Control |
| 4th row | Control |
| 5th row | Control |
Common Values
| Value | Count | Frequency (%) |
| Control | 104 | |
| BMs | 8 | 7.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| control | 104 | |
| bms | 8 | 7.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 208 | |
| C | 104 | |
| n | 104 | |
| t | 104 | |
| r | 104 | |
| l | 104 | |
| B | 8 | 1.1% |
| M | 8 | 1.1% |
| s | 8 | 1.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 632 | |
| Uppercase Letter | 120 | 16.0% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 208 | |
| n | 104 | |
| t | 104 | |
| r | 104 | |
| l | 104 | |
| s | 8 | 1.3% |
Uppercase Letter
| Value | Count | Frequency (%) |
| C | 104 | |
| B | 8 | 6.7% |
| M | 8 | 6.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 752 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| o | 208 | |
| C | 104 | |
| n | 104 | |
| t | 104 | |
| r | 104 | |
| l | 104 | |
| B | 8 | 1.1% |
| M | 8 | 1.1% |
| s | 8 | 1.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 752 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| o | 208 | |
| C | 104 | |
| n | 104 | |
| t | 104 | |
| r | 104 | |
| l | 104 | |
| B | 8 | 1.1% |
| M | 8 | 1.1% |
| s | 8 | 1.1% |
Root_Length
Real number (ℝ)
| Distinct | 48 |
|---|---|
| Distinct (%) | 42.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Skewness | 0.185 |
| Mean | 5.85 × 103 |
| Minimum | 1.12 × 103 |
|---|---|
| Maximum | 1.27 × 104 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 KiB |
Quantile statistics
| Minimum | 1.12 × 103 |
|---|---|
| 5-th percentile | 1.43 × 103 |
| Q1 | 2.49 × 103 |
| median | 5.65 × 103 |
| Q3 | 8.59 × 103 |
| 95-th percentile | 1.1 × 104 |
| Maximum | 1.27 × 104 |
| Range | 1.16 × 104 |
| Interquartile range (IQR) | 6.1 × 103 |
Descriptive statistics
| Standard deviation | 3.33 × 103 |
|---|---|
| Coefficient of variation (CV) | 0.57 |
| Kurtosis | -1.17 |
| Mean | 5.85 × 103 |
| Median Absolute Deviation (MAD) | 2.98 × 103 |
| Skewness | 0.185 |
| Sum | 6.55 × 105 |
| Variance | 1.11 × 107 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 2672.65 | 3 | 2.7% |
| 2027.09 | 3 | 2.7% |
| 7698.45 | 3 | 2.7% |
| 8632.12 | 3 | 2.7% |
| 12722.65 | 3 | 2.7% |
| 5392.4 | 3 | 2.7% |
| 6658.14 | 3 | 2.7% |
| 10573.28 | 3 | 2.7% |
| 6100.08 | 3 | 2.7% |
| 2319.78 | 3 | 2.7% |
| Other values (38) | 82 |
| Value | Count | Frequency (%) |
| 1120.3159 | 1 | |
| 1227.2624 | 1 | |
| 1264.1659 | 1 | |
| 1288.6518 | 1 | |
| 1314.0232 | 1 |
| Value | Count | Frequency (%) |
| 12722.65 | 3 | |
| 11396.96 | 3 | |
| 10588.38 | 3 | |
| 10573.28 | 3 | |
| 10125.23 | 3 |
Dry_Weight
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 26 |
|---|---|
| Distinct (%) | 27.1% |
| Missing | 16 |
| Missing (%) | 14.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Skewness | 0.603 |
| Mean | 11.1 |
| Minimum | 9.1 |
|---|---|
| Maximum | 14.1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 KiB |
Quantile statistics
| Minimum | 9.1 |
|---|---|
| 5-th percentile | 9.2 |
| Q1 | 10.2 |
| median | 10.8 |
| Q3 | 11.8 |
| 95-th percentile | 13.7 |
| Maximum | 14.1 |
| Range | 5 |
| Interquartile range (IQR) | 1.6 |
Descriptive statistics
| Standard deviation | 1.24 |
|---|---|
| Coefficient of variation (CV) | 0.112 |
| Kurtosis | -0.159 |
| Mean | 11.1 |
| Median Absolute Deviation (MAD) | 0.85 |
| Skewness | 0.603 |
| Sum | 1.06 × 103 |
| Variance | 1.55 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 10.8 | 9 | 8.0% |
| 10.2 | 6 | 5.4% |
| 12.8 | 6 | 5.4% |
| 11.8 | 6 | 5.4% |
| 10.3 | 6 | 5.4% |
| 14.1 | 3 | 2.7% |
| 13.7 | 3 | 2.7% |
| 12.3 | 3 | 2.7% |
| 11.1 | 3 | 2.7% |
| 9.2 | 3 | 2.7% |
| Other values (16) | 48 | |
| (Missing) | 16 | 14.3% |
| Value | Count | Frequency (%) |
| 9.1 | 3 | |
| 9.2 | 3 | |
| 9.5 | 3 | |
| 9.6 | 3 | |
| 9.7 | 3 |
| Value | Count | Frequency (%) |
| 14.1 | 3 | |
| 13.7 | 3 | |
| 12.8 | 6 | |
| 12.7 | 3 | |
| 12.3 | 3 |
AMF_Colonization
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 32 |
|---|---|
| Distinct (%) | 33.3% |
| Missing | 16 |
| Missing (%) | 14.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Skewness | 0.328 |
| Mean | 49.1 |
| Minimum | 26.4 |
|---|---|
| Maximum | 71.8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 KiB |
Quantile statistics
| Minimum | 26.4 |
|---|---|
| 5-th percentile | 33.4 |
| Q1 | 39.5 |
| median | 47.7 |
| Q3 | 57.7 |
| 95-th percentile | 69.9 |
| Maximum | 71.8 |
| Range | 45.4 |
| Interquartile range (IQR) | 18.2 |
Descriptive statistics
| Standard deviation | 12 |
|---|---|
| Coefficient of variation (CV) | 0.244 |
| Kurtosis | -0.786 |
| Mean | 49.1 |
| Median Absolute Deviation (MAD) | 9.44 |
| Skewness | 0.328 |
| Sum | 4.71 × 103 |
| Variance | 143 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 37.53 | 3 | 2.7% |
| 47.75 | 3 | 2.7% |
| 52.23 | 3 | 2.7% |
| 71.8 | 3 | 2.7% |
| 36.68 | 3 | 2.7% |
| 42.75 | 3 | 2.7% |
| 61.55 | 3 | 2.7% |
| 40.08 | 3 | 2.7% |
| 36.52 | 3 | 2.7% |
| 50.71 | 3 | 2.7% |
| Other values (22) | 66 | |
| (Missing) | 16 | 14.3% |
| Value | Count | Frequency (%) |
| 26.41 | 3 | |
| 33.44 | 3 | |
| 34.64 | 3 | |
| 36.318 | 3 | |
| 36.52 | 3 |
| Value | Count | Frequency (%) |
| 71.8 | 3 | |
| 69.87 | 3 | |
| 69.7 | 3 | |
| 69.54 | 3 | |
| 62.52 | 3 |
Total_Antioxidants
Real number (ℝ)
| Distinct | 48 |
|---|---|
| Distinct (%) | 42.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Skewness | 0.675 |
| Mean | 68 |
| Minimum | 50.8 |
|---|---|
| Maximum | 92.7 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 KiB |
Quantile statistics
| Minimum | 50.8 |
|---|---|
| 5-th percentile | 52.2 |
| Q1 | 58.1 |
| median | 63.1 |
| Q3 | 83.5 |
| 95-th percentile | 91.6 |
| Maximum | 92.7 |
| Range | 41.9 |
| Interquartile range (IQR) | 25.3 |
Descriptive statistics
| Standard deviation | 13.3 |
|---|---|
| Coefficient of variation (CV) | 0.196 |
| Kurtosis | -1.06 |
| Mean | 68 |
| Median Absolute Deviation (MAD) | 6.75 |
| Skewness | 0.675 |
| Sum | 7.62 × 103 |
| Variance | 178 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 59.45 | 3 | 2.7% |
| 87.69 | 3 | 2.7% |
| 62.02 | 3 | 2.7% |
| 66.15 | 3 | 2.7% |
| 52.9 | 3 | 2.7% |
| 63.29 | 3 | 2.7% |
| 50.81 | 3 | 2.7% |
| 55.63 | 3 | 2.7% |
| 52.25 | 3 | 2.7% |
| 63.18 | 3 | 2.7% |
| Other values (38) | 82 |
| Value | Count | Frequency (%) |
| 50.81 | 3 | |
| 52.15 | 3 | |
| 52.25 | 3 | |
| 52.9 | 3 | |
| 55.63 | 3 |
| Value | Count | Frequency (%) |
| 92.68 | 3 | |
| 91.79 | 3 | |
| 91.361 | 1 | 0.9% |
| 90.89 | 3 | |
| 89.156 | 1 | 0.9% |
Abscisic_Acid
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 16 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 96 |
| Missing (%) | 85.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Skewness | 0.116 |
| Mean | 10.4 |
| Minimum | 8.86 |
|---|---|
| Maximum | 12.1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 KiB |
Quantile statistics
| Minimum | 8.86 |
|---|---|
| 5-th percentile | 9.13 |
| Q1 | 9.6 |
| median | 10.4 |
| Q3 | 11.2 |
| 95-th percentile | 11.8 |
| Maximum | 12.1 |
| Range | 3.19 |
| Interquartile range (IQR) | 1.56 |
Descriptive statistics
| Standard deviation | 1.01 |
|---|---|
| Coefficient of variation (CV) | 0.0975 |
| Kurtosis | -1.31 |
| Mean | 10.4 |
| Median Absolute Deviation (MAD) | 0.738 |
| Skewness | 0.116 |
| Sum | 166 |
| Variance | 1.03 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 9.77 | 1 | 0.9% |
| 11.163 | 1 | 0.9% |
| 9.698 | 1 | 0.9% |
| 11.737 | 1 | 0.9% |
| 9.765 | 1 | 0.9% |
| 8.864 | 1 | 0.9% |
| 10.628 | 1 | 0.9% |
| 9.216 | 1 | 0.9% |
| 11.637 | 1 | 0.9% |
| 9.32 | 1 | 0.9% |
| Other values (6) | 6 | 5.4% |
| (Missing) | 96 |
| Value | Count | Frequency (%) |
| 8.864 | 1 | |
| 9.216 | 1 | |
| 9.224 | 1 | |
| 9.32 | 1 | |
| 9.698 | 1 |
| Value | Count | Frequency (%) |
| 12.054 | 1 | |
| 11.737 | 1 | |
| 11.637 | 1 | |
| 11.174 | 1 | |
| 11.163 | 1 |
Gibberellic_Acid
Real number (ℝ)
HIGH CORRELATION MISSING SKEWED
| Distinct | 16 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 96 |
| Missing (%) | 85.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Skewness | 1.42 |
| Mean | 69.6 |
| Minimum | 52.9 |
|---|---|
| Maximum | 112 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 KiB |
Quantile statistics
| Minimum | 52.9 |
|---|---|
| 5-th percentile | 53.7 |
| Q1 | 59.2 |
| median | 63.4 |
| Q3 | 76.1 |
| 95-th percentile | 102 |
| Maximum | 112 |
| Range | 59.2 |
| Interquartile range (IQR) | 16.8 |
Descriptive statistics
| Standard deviation | 16.8 |
|---|---|
| Coefficient of variation (CV) | 0.242 |
| Kurtosis | 1.58 |
| Mean | 69.6 |
| Median Absolute Deviation (MAD) | 7.79 |
| Skewness | 1.42 |
| Sum | 1.11 × 103 |
| Variance | 283 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 54.5 | 1 | 0.9% |
| 56.71 | 1 | 0.9% |
| 112.11 | 1 | 0.9% |
| 64.66 | 1 | 0.9% |
| 68.61 | 1 | 0.9% |
| 75.34 | 1 | 0.9% |
| 53.89 | 1 | 0.9% |
| 78.22 | 1 | 0.9% |
| 60.36 | 1 | 0.9% |
| 85.9 | 1 | 0.9% |
| Other values (6) | 6 | 5.4% |
| (Missing) | 96 |
| Value | Count | Frequency (%) |
| 52.94 | 1 | |
| 53.89 | 1 | |
| 54.5 | 1 | |
| 56.71 | 1 | |
| 60.06 | 1 |
| Value | Count | Frequency (%) |
| 112.11 | 1 | |
| 98.33 | 1 | |
| 85.9 | 1 | |
| 78.22 | 1 | |
| 75.34 | 1 |
Indole_Acetic_Acid
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 16 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 96 |
| Missing (%) | 85.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Skewness | 0.319 |
| Mean | 31.1 |
| Minimum | 17.8 |
|---|---|
| Maximum | 50.6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 KiB |
Quantile statistics
| Minimum | 17.8 |
|---|---|
| 5-th percentile | 18.4 |
| Q1 | 21.3 |
| median | 29.2 |
| Q3 | 39.4 |
| 95-th percentile | 48.9 |
| Maximum | 50.6 |
| Range | 32.8 |
| Interquartile range (IQR) | 18.1 |
Descriptive statistics
| Standard deviation | 11.3 |
|---|---|
| Coefficient of variation (CV) | 0.363 |
| Kurtosis | -1.49 |
| Mean | 31.1 |
| Median Absolute Deviation (MAD) | 8.94 |
| Skewness | 0.319 |
| Sum | 498 |
| Variance | 128 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 17.77 | 1 | 0.9% |
| 20.9 | 1 | 0.9% |
| 40.91 | 1 | 0.9% |
| 21.9 | 1 | 0.9% |
| 36.08 | 1 | 0.9% |
| 48.29 | 1 | 0.9% |
| 21.27 | 1 | 0.9% |
| 37.8 | 1 | 0.9% |
| 22.32 | 1 | 0.9% |
| 50.6 | 1 | 0.9% |
| Other values (6) | 6 | 5.4% |
| (Missing) | 96 |
| Value | Count | Frequency (%) |
| 17.77 | 1 | |
| 18.62 | 1 | |
| 20.9 | 1 | |
| 21.27 | 1 | |
| 21.3 | 1 |
| Value | Count | Frequency (%) |
| 50.6 | 1 | |
| 48.29 | 1 | |
| 40.91 | 1 | |
| 40.32 | 1 | |
| 39.04 | 1 |
Jasmonic_Acid
Real number (ℝ)
HIGH CORRELATION SKEWED
| Distinct | 45 |
|---|---|
| Distinct (%) | 40.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Skewness | 2.64 |
| Mean | 1.35 |
| Minimum | 0.21 |
|---|---|
| Maximum | 12.6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 KiB |
Quantile statistics
| Minimum | 0.21 |
|---|---|
| 5-th percentile | 0.227 |
| Q1 | 0.256 |
| median | 0.346 |
| Q3 | 0.532 |
| 95-th percentile | 7.64 |
| Maximum | 12.6 |
| Range | 12.4 |
| Interquartile range (IQR) | 0.276 |
Descriptive statistics
| Standard deviation | 2.64 |
|---|---|
| Coefficient of variation (CV) | 1.95 |
| Kurtosis | 6.16 |
| Mean | 1.35 |
| Median Absolute Deviation (MAD) | 0.106 |
| Skewness | 2.64 |
| Sum | 151 |
| Variance | 6.95 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 0.23 | 6 | 5.4% |
| 0.24 | 6 | 5.4% |
| 0.54 | 6 | 5.4% |
| 0.3356 | 3 | 2.7% |
| 0.53 | 3 | 2.7% |
| 0.39 | 3 | 2.7% |
| 0.41 | 3 | 2.7% |
| 0.44 | 3 | 2.7% |
| 0.38 | 3 | 2.7% |
| 0.21 | 3 | 2.7% |
| Other values (35) | 73 |
| Value | Count | Frequency (%) |
| 0.21 | 3 | |
| 0.224 | 3 | |
| 0.23 | 6 | |
| 0.24 | 6 | |
| 0.242 | 3 |
| Value | Count | Frequency (%) |
| 12.61 | 1 | |
| 11.33 | 1 | |
| 10.37 | 1 | |
| 9.64 | 1 | |
| 8.37 | 1 |
Salicylic_Acid
Real number (ℝ)
HIGH CORRELATION SKEWED
| Distinct | 46 |
|---|---|
| Distinct (%) | 41.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Skewness | 2.89 |
| Mean | 8.45 |
| Minimum | 0.189 |
|---|---|
| Maximum | 93.6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 KiB |
Quantile statistics
| Minimum | 0.189 |
|---|---|
| 5-th percentile | 0.198 |
| Q1 | 0.311 |
| median | 0.43 |
| Q3 | 0.585 |
| 95-th percentile | 75.9 |
| Maximum | 93.6 |
| Range | 93.5 |
| Interquartile range (IQR) | 0.273 |
Descriptive statistics
| Standard deviation | 22.4 |
|---|---|
| Coefficient of variation (CV) | 2.65 |
| Kurtosis | 7.29 |
| Mean | 8.45 |
| Median Absolute Deviation (MAD) | 0.14 |
| Skewness | 2.89 |
| Sum | 947 |
| Variance | 500 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 0.58 | 6 | 5.4% |
| 0.388 | 6 | 5.4% |
| 0.3645 | 3 | 2.7% |
| 0.49 | 3 | 2.7% |
| 0.5 | 3 | 2.7% |
| 0.43 | 3 | 2.7% |
| 0.44 | 3 | 2.7% |
| 0.3 | 3 | 2.7% |
| 0.31 | 3 | 2.7% |
| 0.4385 | 3 | 2.7% |
| Other values (36) | 76 |
| Value | Count | Frequency (%) |
| 0.1885 | 3 | |
| 0.197 | 3 | |
| 0.198 | 3 | |
| 0.216 | 3 | |
| 0.27 | 3 |
| Value | Count | Frequency (%) |
| 93.64 | 1 | |
| 91.5 | 1 | |
| 89.87 | 1 | |
| 87.82 | 1 | |
| 81.33 | 1 |
Succinic_Acid
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 10 |
|---|---|
| Distinct (%) | 20.8% |
| Missing | 64 |
| Missing (%) | 57.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Skewness | 0.155 |
| Mean | 0.181 |
| Minimum | 0.12 |
|---|---|
| Maximum | 0.249 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 KiB |
Quantile statistics
| Minimum | 0.12 |
|---|---|
| 5-th percentile | 0.12 |
| Q1 | 0.15 |
| median | 0.185 |
| Q3 | 0.205 |
| 95-th percentile | 0.249 |
| Maximum | 0.249 |
| Range | 0.129 |
| Interquartile range (IQR) | 0.055 |
Descriptive statistics
| Standard deviation | 0.0431 |
|---|---|
| Coefficient of variation (CV) | 0.237 |
| Kurtosis | -1.2 |
| Mean | 0.181 |
| Median Absolute Deviation (MAD) | 0.035 |
| Skewness | 0.155 |
| Sum | 8.71 |
| Variance | 0.00186 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 0.15 | 9 | 8.0% |
| 0.2 | 9 | 8.0% |
| 0.12 | 6 | 5.4% |
| 0.249 | 6 | 5.4% |
| 0.154 | 3 | 2.7% |
| 0.13 | 3 | 2.7% |
| 0.18 | 3 | 2.7% |
| 0.24 | 3 | 2.7% |
| 0.22 | 3 | 2.7% |
| 0.19 | 3 | 2.7% |
| (Missing) | 64 |
| Value | Count | Frequency (%) |
| 0.12 | 6 | |
| 0.13 | 3 | 2.7% |
| 0.15 | 9 | |
| 0.154 | 3 | 2.7% |
| 0.18 | 3 | 2.7% |
| Value | Count | Frequency (%) |
| 0.249 | 6 | |
| 0.24 | 3 | 2.7% |
| 0.22 | 3 | 2.7% |
| 0.2 | 9 | |
| 0.19 | 3 | 2.7% |
Ascorbate_Peroxidase
Real number (ℝ)
| Distinct | 48 |
|---|---|
| Distinct (%) | 42.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Skewness | 0.359 |
| Mean | 429 |
| Minimum | 248 |
|---|---|
| Maximum | 668 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 KiB |
Quantile statistics
| Minimum | 248 |
|---|---|
| 5-th percentile | 252 |
| Q1 | 355 |
| median | 404 |
| Q3 | 536 |
| 95-th percentile | 637 |
| Maximum | 668 |
| Range | 420 |
| Interquartile range (IQR) | 181 |
Descriptive statistics
| Standard deviation | 123 |
|---|---|
| Coefficient of variation (CV) | 0.286 |
| Kurtosis | -0.877 |
| Mean | 429 |
| Median Absolute Deviation (MAD) | 78.5 |
| Skewness | 0.359 |
| Sum | 4.81 × 104 |
| Variance | 1.51 × 104 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 450.06 | 3 | 2.7% |
| 623.39 | 3 | 2.7% |
| 455.01 | 3 | 2.7% |
| 411.15 | 3 | 2.7% |
| 403.87 | 3 | 2.7% |
| 393.05 | 3 | 2.7% |
| 355.05 | 3 | 2.7% |
| 381.15 | 3 | 2.7% |
| 383.29 | 3 | 2.7% |
| 433.05 | 3 | 2.7% |
| Other values (38) | 82 |
| Value | Count | Frequency (%) |
| 247.59 | 3 | |
| 250.02 | 3 | |
| 253.07 | 3 | |
| 261.1 | 3 | |
| 268.25 | 3 |
| Value | Count | Frequency (%) |
| 668.01 | 3 | |
| 642.27 | 3 | |
| 633.29 | 3 | |
| 623.39 | 3 | |
| 619.532 | 1 | 0.9% |
Asparagine
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 12 |
|---|---|
| Distinct (%) | 25.0% |
| Missing | 64 |
| Missing (%) | 57.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Skewness | -0.0137 |
| Mean | 0.664 |
| Minimum | 0.47 |
|---|---|
| Maximum | 0.849 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 KiB |
Quantile statistics
| Minimum | 0.47 |
|---|---|
| 5-th percentile | 0.472 |
| Q1 | 0.508 |
| median | 0.669 |
| Q3 | 0.83 |
| 95-th percentile | 0.848 |
| Maximum | 0.849 |
| Range | 0.379 |
| Interquartile range (IQR) | 0.322 |
Descriptive statistics
| Standard deviation | 0.168 |
|---|---|
| Coefficient of variation (CV) | 0.252 |
| Kurtosis | -2.04 |
| Mean | 0.664 |
| Median Absolute Deviation (MAD) | 0.16 |
| Skewness | -0.0137 |
| Sum | 31.9 |
| Variance | 0.0281 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 0.83 | 12 | 10.7% |
| 0.51 | 6 | 5.4% |
| 0.47 | 3 | 2.7% |
| 0.5 | 3 | 2.7% |
| 0.475 | 3 | 2.7% |
| 0.53 | 3 | 2.7% |
| 0.52 | 3 | 2.7% |
| 0.48 | 3 | 2.7% |
| 0.809 | 3 | 2.7% |
| 0.847 | 3 | 2.7% |
| Other values (2) | 6 | 5.4% |
| (Missing) | 64 |
| Value | Count | Frequency (%) |
| 0.47 | 3 | |
| 0.475 | 3 | |
| 0.48 | 3 | |
| 0.5 | 3 | |
| 0.51 | 6 |
| Value | Count | Frequency (%) |
| 0.849 | 3 | 2.7% |
| 0.847 | 3 | 2.7% |
| 0.83 | 12 | |
| 0.81 | 3 | 2.7% |
| 0.809 | 3 | 2.7% |
Cytokinine
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 16 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 96 |
| Missing (%) | 85.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Skewness | 0.448 |
| Mean | 48.1 |
| Minimum | 25.8 |
|---|---|
| Maximum | 81 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 KiB |
Quantile statistics
| Minimum | 25.8 |
|---|---|
| 5-th percentile | 27.7 |
| Q1 | 30.9 |
| median | 43.2 |
| Q3 | 60.7 |
| 95-th percentile | 78.1 |
| Maximum | 81 |
| Range | 55.2 |
| Interquartile range (IQR) | 29.8 |
Descriptive statistics
| Standard deviation | 19.4 |
|---|---|
| Coefficient of variation (CV) | 0.403 |
| Kurtosis | -1.41 |
| Mean | 48.1 |
| Median Absolute Deviation (MAD) | 13 |
| Skewness | 0.448 |
| Sum | 770 |
| Variance | 376 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 25.83 | 1 | 0.9% |
| 30.37 | 1 | 0.9% |
| 72.34 | 1 | 0.9% |
| 33.37 | 1 | 0.9% |
| 52.42 | 1 | 0.9% |
| 70.17 | 1 | 0.9% |
| 30.92 | 1 | 0.9% |
| 57.6 | 1 | 0.9% |
| 33.88 | 1 | 0.9% |
| 77.1 | 1 | 0.9% |
| Other values (6) | 6 | 5.4% |
| (Missing) | 96 |
| Value | Count | Frequency (%) |
| 25.83 | 1 | |
| 28.38 | 1 | |
| 30.37 | 1 | |
| 30.84 | 1 | |
| 30.92 | 1 |
| Value | Count | Frequency (%) |
| 80.99 | 1 | |
| 77.1 | 1 | |
| 72.34 | 1 | |
| 70.17 | 1 | |
| 57.6 | 1 |
Glycine_Betaine
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 16 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 96 |
| Missing (%) | 85.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Skewness | 0.865 |
| Mean | 7.75 |
| Minimum | 5.84 |
|---|---|
| Maximum | 11 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 KiB |
Quantile statistics
| Minimum | 5.84 |
|---|---|
| 5-th percentile | 6.15 |
| Q1 | 6.65 |
| median | 7.43 |
| Q3 | 8.33 |
| 95-th percentile | 10.4 |
| Maximum | 11 |
| Range | 5.2 |
| Interquartile range (IQR) | 1.68 |
Descriptive statistics
| Standard deviation | 1.47 |
|---|---|
| Coefficient of variation (CV) | 0.189 |
| Kurtosis | 0.265 |
| Mean | 7.75 |
| Median Absolute Deviation (MAD) | 0.902 |
| Skewness | 0.865 |
| Sum | 124 |
| Variance | 2.15 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 6.521 | 1 | 0.9% |
| 6.693 | 1 | 0.9% |
| 7.7486 | 1 | 0.9% |
| 5.8413 | 1 | 0.9% |
| 9.1204 | 1 | 0.9% |
| 8.3033 | 1 | 0.9% |
| 6.8754 | 1 | 0.9% |
| 8.286 | 1 | 0.9% |
| 8.3252 | 1 | 0.9% |
| 8.34074 | 1 | 0.9% |
| Other values (6) | 6 | 5.4% |
| (Missing) | 96 |
| Value | Count | Frequency (%) |
| 5.8413 | 1 | |
| 6.2463 | 1 | |
| 6.2876 | 1 | |
| 6.521 | 1 | |
| 6.693 | 1 |
| Value | Count | Frequency (%) |
| 11.04372 | 1 | |
| 10.2059 | 1 | |
| 9.1204 | 1 | |
| 8.34074 | 1 | |
| 8.3252 | 1 |
Hydrogen_Peroxid
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 16 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 96 |
| Missing (%) | 85.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Skewness | 0.0981 |
| Mean | 56.3 |
| Minimum | 29.1 |
|---|---|
| Maximum | 86.8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 KiB |
Quantile statistics
| Minimum | 29.1 |
|---|---|
| 5-th percentile | 33.6 |
| Q1 | 37.5 |
| median | 52.7 |
| Q3 | 77.5 |
| 95-th percentile | 81.1 |
| Maximum | 86.8 |
| Range | 57.7 |
| Interquartile range (IQR) | 40 |
Descriptive statistics
| Standard deviation | 21.2 |
|---|---|
| Coefficient of variation (CV) | 0.377 |
| Kurtosis | -2 |
| Mean | 56.3 |
| Median Absolute Deviation (MAD) | 17.6 |
| Skewness | 0.0981 |
| Sum | 902 |
| Variance | 450 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 79.162 | 1 | 0.9% |
| 77.253 | 1 | 0.9% |
| 35.169 | 1 | 0.9% |
| 78.196 | 1 | 0.9% |
| 35.139 | 1 | 0.9% |
| 38.385 | 1 | 0.9% |
| 65.6 | 1 | 0.9% |
| 36.478 | 1 | 0.9% |
| 79.156 | 1 | 0.9% |
| 39.847 | 1 | 0.9% |
| Other values (6) | 6 | 5.4% |
| (Missing) | 96 |
| Value | Count | Frequency (%) |
| 29.128 | 1 | |
| 35.139 | 1 | |
| 35.169 | 1 | |
| 36.478 | 1 | |
| 37.878 | 1 |
| Value | Count | Frequency (%) |
| 86.785 | 1 | |
| 79.162 | 1 | |
| 79.156 | 1 | |
| 78.196 | 1 | |
| 77.253 | 1 |
Proline
Real number (ℝ)
| Distinct | 44 |
|---|---|
| Distinct (%) | 39.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Skewness | -0.117 |
| Mean | 1.73 |
| Minimum | 0.149 |
|---|---|
| Maximum | 3.41 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 KiB |
Quantile statistics
| Minimum | 0.149 |
|---|---|
| 5-th percentile | 0.19 |
| Q1 | 1.29 |
| median | 1.67 |
| Q3 | 2.32 |
| 95-th percentile | 3.28 |
| Maximum | 3.41 |
| Range | 3.26 |
| Interquartile range (IQR) | 1.03 |
Descriptive statistics
| Standard deviation | 0.878 |
|---|---|
| Coefficient of variation (CV) | 0.506 |
| Kurtosis | -0.44 |
| Mean | 1.73 |
| Median Absolute Deviation (MAD) | 0.58 |
| Skewness | -0.117 |
| Sum | 194 |
| Variance | 0.771 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 2.32 | 9 | 8.0% |
| 2.61 | 6 | 5.4% |
| 1.99 | 6 | 5.4% |
| 1.65 | 3 | 2.7% |
| 2.16 | 3 | 2.7% |
| 2.06 | 3 | 2.7% |
| 1.43 | 3 | 2.7% |
| 1.67 | 3 | 2.7% |
| 1.58 | 3 | 2.7% |
| 1.62 | 3 | 2.7% |
| Other values (34) | 70 |
| Value | Count | Frequency (%) |
| 0.1485424149 | 1 | |
| 0.1528 | 1 | |
| 0.1783869969 | 1 | |
| 0.1799424149 | 1 | |
| 0.1835 | 1 |
| Value | Count | Frequency (%) |
| 3.41 | 3 | |
| 3.39 | 3 | |
| 3.19 | 3 | |
| 2.99 | 3 | |
| 2.72 | 3 |
Polyphenols
Real number (ℝ)
| Distinct | 44 |
|---|---|
| Distinct (%) | 39.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Skewness | 0.399 |
| Mean | 3.84 |
| Minimum | 2.08 |
|---|---|
| Maximum | 7.16 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 KiB |
Quantile statistics
| Minimum | 2.08 |
|---|---|
| 5-th percentile | 2.2 |
| Q1 | 2.48 |
| median | 3.65 |
| Q3 | 5.07 |
| 95-th percentile | 6.28 |
| Maximum | 7.16 |
| Range | 5.08 |
| Interquartile range (IQR) | 2.59 |
Descriptive statistics
| Standard deviation | 1.46 |
|---|---|
| Coefficient of variation (CV) | 0.379 |
| Kurtosis | -1.18 |
| Mean | 3.84 |
| Median Absolute Deviation (MAD) | 1.24 |
| Skewness | 0.399 |
| Sum | 430 |
| Variance | 2.12 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 2.49 | 6 | 5.4% |
| 5.06 | 6 | 5.4% |
| 2.08 | 3 | 2.7% |
| 4.62 | 3 | 2.7% |
| 3.65 | 3 | 2.7% |
| 3.31 | 3 | 2.7% |
| 3.88 | 3 | 2.7% |
| 3.69 | 3 | 2.7% |
| 5.07 | 3 | 2.7% |
| 5.16 | 3 | 2.7% |
| Other values (34) | 76 |
| Value | Count | Frequency (%) |
| 2.08 | 3 | |
| 2.19 | 3 | |
| 2.2 | 3 | |
| 2.31 | 3 | |
| 2.341 | 1 | 0.9% |
| Value | Count | Frequency (%) |
| 7.158 | 2 | |
| 6.765 | 2 | |
| 6.697 | 1 | |
| 6.329 | 1 | |
| 6.235 | 1 |
Superoxide_Dismutase
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 16 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 96 |
| Missing (%) | 85.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Skewness | 0.116 |
| Mean | 180 |
| Minimum | 101 |
|---|---|
| Maximum | 265 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 KiB |
Quantile statistics
| Minimum | 101 |
|---|---|
| 5-th percentile | 104 |
| Q1 | 119 |
| median | 166 |
| Q3 | 253 |
| 95-th percentile | 264 |
| Maximum | 265 |
| Range | 164 |
| Interquartile range (IQR) | 134 |
Descriptive statistics
| Standard deviation | 69 |
|---|---|
| Coefficient of variation (CV) | 0.383 |
| Kurtosis | -2.08 |
| Mean | 180 |
| Median Absolute Deviation (MAD) | 55.9 |
| Skewness | 0.116 |
| Sum | 2.89 × 103 |
| Variance | 4.77 × 103 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 114.813 | 1 | 0.9% |
| 101.092 | 1 | 0.9% |
| 265.118 | 1 | 0.9% |
| 105.487 | 1 | 0.9% |
| 252.439 | 1 | 0.9% |
| 206.497 | 1 | 0.9% |
| 115.151 | 1 | 0.9% |
| 263.415 | 1 | 0.9% |
| 125.697 | 1 | 0.9% |
| 215.475 | 1 | 0.9% |
| Other values (6) | 6 | 5.4% |
| (Missing) | 96 |
| Value | Count | Frequency (%) |
| 101.092 | 1 | |
| 105.487 | 1 | |
| 114.813 | 1 | |
| 115.151 | 1 | |
| 119.805 | 1 |
| Value | Count | Frequency (%) |
| 265.118 | 1 | |
| 263.415 | 1 | |
| 258.198 | 1 | |
| 254.071 | 1 | |
| 252.439 | 1 |
Trehalose
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 15 |
|---|---|
| Distinct (%) | 31.2% |
| Missing | 64 |
| Missing (%) | 57.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Skewness | 0.34 |
| Mean | 14.7 |
| Minimum | 3.42 |
|---|---|
| Maximum | 31.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 KiB |
Quantile statistics
| Minimum | 3.42 |
|---|---|
| 5-th percentile | 3.66 |
| Q1 | 5.99 |
| median | 12 |
| Q3 | 23.7 |
| 95-th percentile | 30.1 |
| Maximum | 31.5 |
| Range | 28.1 |
| Interquartile range (IQR) | 17.7 |
Descriptive statistics
| Standard deviation | 9.73 |
|---|---|
| Coefficient of variation (CV) | 0.664 |
| Kurtosis | -1.5 |
| Mean | 14.7 |
| Median Absolute Deviation (MAD) | 7.36 |
| Skewness | 0.34 |
| Sum | 703 |
| Variance | 94.7 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 27.38368 | 6 | 5.4% |
| 5.476736 | 3 | 2.7% |
| 6.161328 | 3 | 2.7% |
| 3.42296 | 3 | 2.7% |
| 6.84592 | 3 | 2.7% |
| 8.899696 | 3 | 2.7% |
| 4.107552 | 3 | 2.7% |
| 4.792144 | 3 | 2.7% |
| 6.503624 | 3 | 2.7% |
| 24.9533784 | 3 | 2.7% |
| Other values (5) | 15 | 13.4% |
| (Missing) | 64 |
| Value | Count | Frequency (%) |
| 3.42296 | 3 | |
| 4.107552 | 3 | |
| 4.792144 | 3 | |
| 5.476736 | 3 | |
| 6.161328 | 3 |
| Value | Count | Frequency (%) |
| 31.491232 | 3 | |
| 27.38368 | 6 | |
| 24.9533784 | 3 | |
| 23.276128 | 3 | |
| 19.510872 | 3 |
Tryptophan
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 14 |
|---|---|
| Distinct (%) | 29.2% |
| Missing | 64 |
| Missing (%) | 57.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Skewness | -0.136 |
| Mean | 0.00258 |
| Minimum | 0.0016 |
|---|---|
| Maximum | 0.0034 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.0 KiB |
Quantile statistics
| Minimum | 0.0016 |
|---|---|
| 5-th percentile | 0.00167 |
| Q1 | 0.002 |
| median | 0.00265 |
| Q3 | 0.00314 |
| 95-th percentile | 0.00338 |
| Maximum | 0.0034 |
| Range | 0.0018 |
| Interquartile range (IQR) | 0.00114 |
Descriptive statistics
| Standard deviation | 0.000612 |
|---|---|
| Coefficient of variation (CV) | 0.237 |
| Kurtosis | -1.62 |
| Mean | 0.00258 |
| Median Absolute Deviation (MAD) | 0.00055 |
| Skewness | -0.136 |
| Sum | 0.124 |
| Variance | 3.75 × 10-7 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 0.002 | 6 | 5.4% |
| 0.0032 | 6 | 5.4% |
| 0.0018 | 3 | 2.7% |
| 0.0023 | 3 | 2.7% |
| 0.0016 | 3 | 2.7% |
| 0.0019 | 3 | 2.7% |
| 0.0021 | 3 | 2.7% |
| 0.0024 | 3 | 2.7% |
| 0.0034 | 3 | 2.7% |
| 0.0031 | 3 | 2.7% |
| Other values (4) | 12 | 10.7% |
| (Missing) | 64 |
| Value | Count | Frequency (%) |
| 0.0016 | 3 | |
| 0.0018 | 3 | |
| 0.0019 | 3 | |
| 0.002 | 6 | |
| 0.0021 | 3 |
| Value | Count | Frequency (%) |
| 0.0034 | 3 | |
| 0.00333 | 3 | |
| 0.0032 | 6 | |
| 0.00312 | 3 | |
| 0.0031 | 3 |
| Experimental_Year | Plot_ID | Root_Length | Dry_Weight | AMF_Colonization | Total_Antioxidants | Abscisic_Acid | Gibberellic_Acid | Indole_Acetic_Acid | Jasmonic_Acid | Salicylic_Acid | Succinic_Acid | Ascorbate_Peroxidase | Asparagine | Cytokinine | Glycine_Betaine | Hydrogen_Peroxid | Proline | Polyphenols | Superoxide_Dismutase | Trehalose | Tryptophan | Date | Crop | Beneficials | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Experimental_Year | 1.000 | -0.164 | -0.606 | NaN | NaN | 0.372 | NaN | NaN | NaN | 0.606 | 0.606 | NaN | 0.206 | NaN | NaN | NaN | NaN | -0.606 | 0.391 | NaN | NaN | NaN | 0.995 | 0.963 | 0.625 |
| Plot_ID | -0.164 | 1.000 | 0.078 | -0.021 | 0.063 | -0.169 | -0.254 | 0.278 | -0.107 | -0.182 | -0.191 | -0.082 | -0.165 | 0.027 | -0.107 | -0.213 | -0.047 | -0.001 | -0.288 | -0.130 | -0.106 | -0.105 | 0.703 | 0.384 | 0.184 |
| Root_Length | -0.606 | 0.078 | 1.000 | 0.635 | 0.598 | -0.281 | -0.062 | 0.285 | 0.282 | -0.388 | -0.380 | 0.397 | -0.274 | 0.391 | 0.353 | 0.218 | -0.065 | 0.378 | -0.149 | 0.403 | 0.300 | 0.268 | 0.628 | 0.779 | 0.486 |
| Dry_Weight | NaN | -0.021 | 0.635 | 1.000 | 0.299 | 0.111 | NaN | NaN | NaN | 0.043 | 0.079 | 0.201 | -0.025 | 0.148 | NaN | NaN | NaN | 0.105 | -0.047 | NaN | 0.424 | 0.136 | 0.383 | 1.000 | 1.000 |
| AMF_Colonization | NaN | 0.063 | 0.598 | 0.299 | 1.000 | -0.199 | NaN | NaN | NaN | -0.112 | -0.126 | 0.307 | -0.393 | 0.362 | NaN | NaN | NaN | -0.145 | -0.129 | NaN | 0.253 | 0.267 | 0.369 | 1.000 | 1.000 |
| Total_Antioxidants | 0.372 | -0.169 | -0.281 | 0.111 | -0.199 | 1.000 | -0.562 | 0.735 | 0.765 | 0.755 | 0.768 | -0.763 | 0.749 | -0.910 | 0.824 | 0.624 | -0.738 | 0.276 | 0.495 | 0.809 | -0.693 | -0.730 | 0.646 | 0.662 | 0.372 |
| Abscisic_Acid | NaN | -0.254 | -0.062 | NaN | NaN | -0.562 | 1.000 | -0.565 | -0.421 | 0.503 | 0.641 | NaN | -0.388 | NaN | -0.326 | -0.326 | 0.432 | 0.315 | -0.059 | -0.450 | NaN | NaN | 1.000 | 1.000 | 0.231 |
| Gibberellic_Acid | NaN | 0.278 | 0.285 | NaN | NaN | 0.735 | -0.565 | 1.000 | 0.768 | -0.565 | -0.697 | NaN | 0.691 | NaN | 0.768 | 0.521 | -0.612 | -0.229 | 0.281 | 0.709 | NaN | NaN | 1.000 | 1.000 | 0.598 |
| Indole_Acetic_Acid | NaN | -0.107 | 0.282 | NaN | NaN | 0.765 | -0.421 | 0.768 | 1.000 | -0.838 | -0.835 | NaN | 0.629 | NaN | 0.965 | 0.703 | -0.668 | 0.191 | 0.717 | 0.779 | NaN | NaN | 1.000 | 1.000 | 0.845 |
| Jasmonic_Acid | 0.606 | -0.182 | -0.388 | 0.043 | -0.112 | 0.755 | 0.503 | -0.565 | -0.838 | 1.000 | 0.912 | -0.708 | 0.708 | -0.732 | -0.753 | -0.697 | 0.700 | 0.093 | 0.448 | -0.603 | -0.721 | -0.746 | 0.660 | 0.968 | 0.920 |
| Salicylic_Acid | 0.606 | -0.191 | -0.380 | 0.079 | -0.126 | 0.768 | 0.641 | -0.697 | -0.835 | 0.912 | 1.000 | -0.788 | 0.755 | -0.701 | -0.803 | -0.632 | 0.715 | 0.226 | 0.538 | -0.647 | -0.633 | -0.786 | 0.681 | 0.982 | 0.982 |
| Succinic_Acid | NaN | -0.082 | 0.397 | 0.201 | 0.307 | -0.763 | NaN | NaN | NaN | -0.708 | -0.788 | 1.000 | -0.784 | 0.750 | NaN | NaN | NaN | -0.732 | -0.225 | NaN | 0.728 | 0.749 | 1.000 | 1.000 | 1.000 |
| Ascorbate_Peroxidase | 0.206 | -0.165 | -0.274 | -0.025 | -0.393 | 0.749 | -0.388 | 0.691 | 0.629 | 0.708 | 0.755 | -0.784 | 1.000 | -0.884 | 0.715 | 0.500 | -0.800 | 0.508 | 0.531 | 0.721 | -0.714 | -0.657 | 0.587 | 0.525 | 0.781 |
| Asparagine | NaN | 0.027 | 0.391 | 0.148 | 0.362 | -0.910 | NaN | NaN | NaN | -0.732 | -0.701 | 0.750 | -0.884 | 1.000 | NaN | NaN | NaN | -0.724 | -0.127 | NaN | 0.788 | 0.677 | 1.000 | 1.000 | 1.000 |
| Cytokinine | NaN | -0.107 | 0.353 | NaN | NaN | 0.824 | -0.326 | 0.768 | 0.965 | -0.753 | -0.803 | NaN | 0.715 | NaN | 1.000 | 0.700 | -0.726 | 0.159 | 0.663 | 0.824 | NaN | NaN | 1.000 | 1.000 | 0.845 |
| Glycine_Betaine | NaN | -0.213 | 0.218 | NaN | NaN | 0.624 | -0.326 | 0.521 | 0.703 | -0.697 | -0.632 | NaN | 0.500 | NaN | 0.700 | 1.000 | -0.738 | 0.085 | 0.561 | 0.744 | NaN | NaN | 1.000 | 1.000 | 0.486 |
| Hydrogen_Peroxid | NaN | -0.047 | -0.065 | NaN | NaN | -0.738 | 0.432 | -0.612 | -0.668 | 0.700 | 0.715 | NaN | -0.800 | NaN | -0.726 | -0.738 | 1.000 | 0.097 | -0.377 | -0.829 | NaN | NaN | 1.000 | 1.000 | 0.845 |
| Proline | -0.606 | -0.001 | 0.378 | 0.105 | -0.145 | 0.276 | 0.315 | -0.229 | 0.191 | 0.093 | 0.226 | -0.732 | 0.508 | -0.724 | 0.159 | 0.085 | 0.097 | 1.000 | 0.124 | -0.088 | -0.645 | -0.722 | 0.788 | 0.968 | 0.627 |
| Polyphenols | 0.391 | -0.288 | -0.149 | -0.047 | -0.129 | 0.495 | -0.059 | 0.281 | 0.717 | 0.448 | 0.538 | -0.225 | 0.531 | -0.127 | 0.663 | 0.561 | -0.377 | 0.124 | 1.000 | 0.518 | -0.340 | -0.255 | 0.837 | 0.720 | 0.801 |
| Superoxide_Dismutase | NaN | -0.130 | 0.403 | NaN | NaN | 0.809 | -0.450 | 0.709 | 0.779 | -0.603 | -0.647 | NaN | 0.721 | NaN | 0.824 | 0.744 | -0.829 | -0.088 | 0.518 | 1.000 | NaN | NaN | 1.000 | 1.000 | 0.886 |
| Trehalose | NaN | -0.106 | 0.300 | 0.424 | 0.253 | -0.693 | NaN | NaN | NaN | -0.721 | -0.633 | 0.728 | -0.714 | 0.788 | NaN | NaN | NaN | -0.645 | -0.340 | NaN | 1.000 | 0.716 | 1.000 | 1.000 | 1.000 |
| Tryptophan | NaN | -0.105 | 0.268 | 0.136 | 0.267 | -0.730 | NaN | NaN | NaN | -0.746 | -0.786 | 0.749 | -0.657 | 0.677 | NaN | NaN | NaN | -0.722 | -0.255 | NaN | 0.716 | 1.000 | 1.000 | 1.000 | 1.000 |
| Date | 0.995 | 0.703 | 0.628 | 0.383 | 0.369 | 0.646 | 1.000 | 1.000 | 1.000 | 0.660 | 0.681 | 1.000 | 0.587 | 1.000 | 1.000 | 1.000 | 1.000 | 0.788 | 0.837 | 1.000 | 1.000 | 1.000 | 1.000 | 0.995 | 0.669 |
| Crop | 0.963 | 0.384 | 0.779 | 1.000 | 1.000 | 0.662 | 1.000 | 1.000 | 1.000 | 0.968 | 0.982 | 1.000 | 0.525 | 1.000 | 1.000 | 1.000 | 1.000 | 0.968 | 0.720 | 1.000 | 1.000 | 1.000 | 0.995 | 1.000 | 0.625 |
| Beneficials | 0.625 | 0.184 | 0.486 | 1.000 | 1.000 | 0.372 | 0.231 | 0.598 | 0.845 | 0.920 | 0.982 | 1.000 | 0.781 | 1.000 | 0.845 | 0.486 | 0.845 | 0.627 | 0.801 | 0.886 | 1.000 | 1.000 | 0.669 | 0.625 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
| Experimental_Year | Date | Plot_ID | Crop | Beneficials | Root_Length | Dry_Weight | AMF_Colonization | Total_Antioxidants | Abscisic_Acid | Gibberellic_Acid | Indole_Acetic_Acid | Jasmonic_Acid | Salicylic_Acid | Succinic_Acid | Ascorbate_Peroxidase | Asparagine | Cytokinine | Glycine_Betaine | Hydrogen_Peroxid | Proline | Polyphenols | Superoxide_Dismutase | Trehalose | Tryptophan | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2019 | 2019-05-22 00:00:00.0000000 | 51 | Winter wheat | Control | 2672.65 | 11.0 | 33.44 | 59.45 | NaN | NaN | NaN | 0.3356 | 0.3645 | NaN | 450.06 | NaN | NaN | NaN | NaN | 1.65 | 2.08 | NaN | NaN | NaN |
| 1 | 2019 | 2019-05-22 00:00:00.0000000 | 55 | Winter wheat | Control | 2319.78 | 10.4 | 37.93 | 63.18 | NaN | NaN | NaN | 0.3660 | 0.4385 | NaN | 433.05 | NaN | NaN | NaN | NaN | 1.62 | 2.42 | NaN | NaN | NaN |
| 2 | 2019 | 2019-05-22 00:00:00.0000000 | 59 | Winter wheat | Control | 3925.36 | 9.5 | 42.98 | 56.19 | NaN | NaN | NaN | 0.3140 | 0.3880 | NaN | 399.48 | NaN | NaN | NaN | NaN | 1.80 | 2.48 | NaN | NaN | NaN |
| 3 | 2019 | 2019-05-22 00:00:00.0000000 | 63 | Winter wheat | Control | 2536.56 | 9.6 | 41.32 | 59.14 | NaN | NaN | NaN | 0.3460 | 0.3880 | NaN | 414.02 | NaN | NaN | NaN | NaN | 1.85 | 2.43 | NaN | NaN | NaN |
| 4 | 2019 | 2019-05-22 00:00:00.0000000 | 52 | Winter wheat | Control | 3529.51 | 10.3 | 56.81 | 63.10 | NaN | NaN | NaN | 0.2956 | 0.4170 | NaN | 403.30 | NaN | NaN | NaN | NaN | 1.99 | 2.49 | NaN | NaN | NaN |
| 5 | 2019 | 2019-05-22 00:00:00.0000000 | 56 | Winter wheat | Control | 5648.77 | 10.2 | 69.87 | 61.06 | NaN | NaN | NaN | 0.2790 | 0.4680 | NaN | 382.28 | NaN | NaN | NaN | NaN | 2.22 | 2.52 | NaN | NaN | NaN |
| 6 | 2019 | 2019-05-22 00:00:00.0000000 | 60 | Winter wheat | Control | 6783.31 | 14.1 | 47.56 | 58.12 | NaN | NaN | NaN | 0.2420 | 0.4180 | NaN | 392.40 | NaN | NaN | NaN | NaN | 2.32 | 2.61 | NaN | NaN | NaN |
| 7 | 2019 | 2019-05-22 00:00:00.0000000 | 64 | Winter wheat | Control | 8456.95 | 11.7 | 43.67 | 58.13 | NaN | NaN | NaN | 0.2240 | 0.3900 | NaN | 345.20 | NaN | NaN | NaN | NaN | 2.18 | 2.19 | NaN | NaN | NaN |
| 8 | 2019 | 2019-05-22 00:00:00.0000000 | 50 | Winter wheat | Control | 7199.95 | 12.8 | 54.06 | 57.01 | NaN | NaN | NaN | 0.2560 | 0.2160 | NaN | 282.07 | NaN | NaN | NaN | NaN | 1.09 | 2.41 | NaN | NaN | NaN |
| 9 | 2019 | 2019-05-22 00:00:00.0000000 | 54 | Winter wheat | Control | 8741.30 | 10.7 | 48.11 | 52.15 | NaN | NaN | NaN | 0.2510 | 0.1970 | NaN | 253.07 | NaN | NaN | NaN | NaN | 0.95 | 2.45 | NaN | NaN | NaN |
| Experimental_Year | Date | Plot_ID | Crop | Beneficials | Root_Length | Dry_Weight | AMF_Colonization | Total_Antioxidants | Abscisic_Acid | Gibberellic_Acid | Indole_Acetic_Acid | Jasmonic_Acid | Salicylic_Acid | Succinic_Acid | Ascorbate_Peroxidase | Asparagine | Cytokinine | Glycine_Betaine | Hydrogen_Peroxid | Proline | Polyphenols | Superoxide_Dismutase | Trehalose | Tryptophan | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 102 | 2020 | 2020-07-15 00:00:00.0000000 | 81 | Grain maize | BMs | 1581.1781 | NaN | NaN | 89.156000 | 9.320 | 85.90 | 50.60 | 4.65 | 25.24 | NaN | 516.552000 | NaN | 77.10 | 8.34074 | 39.847 | 0.259700 | 7.158 | 215.475 | NaN | NaN |
| 103 | 2020 | 2020-07-15 00:00:00.0000000 | 85 | Grain maize | BMs | 1560.2982 | NaN | NaN | 91.361000 | 9.216 | 78.22 | 37.80 | 6.47 | 31.21 | NaN | 619.532000 | NaN | 57.60 | 8.28600 | 36.478 | 0.183500 | 4.482 | 263.415 | NaN | NaN |
| 104 | 2020 | 2020-07-15 00:00:00.0000000 | 82 | Grain maize | Control | 1460.2788 | NaN | NaN | 69.336644 | 9.770 | 54.50 | 17.77 | 10.37 | 91.50 | NaN | 420.047910 | NaN | 25.83 | 6.52100 | 79.162 | 0.196760 | 2.341 | 114.813 | NaN | NaN |
| 105 | 2020 | 2020-07-15 00:00:00.0000000 | 86 | Grain maize | Control | 1432.9162 | NaN | NaN | 71.048576 | 10.628 | 53.89 | 21.27 | 9.64 | 71.35 | NaN | 387.005486 | NaN | 30.92 | 6.87540 | 65.600 | 0.179942 | 5.121 | 115.151 | NaN | NaN |
| 106 | 2020 | 2020-07-15 00:00:00.0000000 | 82 | Grain maize | BMs | 1288.6518 | NaN | NaN | 86.671777 | 8.864 | 75.34 | 48.29 | 3.69 | 24.66 | NaN | 502.158910 | NaN | 70.17 | 8.30330 | 38.385 | 0.252464 | 6.765 | 206.497 | NaN | NaN |
| 107 | 2020 | 2020-07-15 00:00:00.0000000 | 86 | Grain maize | BMs | 1498.6853 | NaN | NaN | 88.815337 | 9.765 | 68.61 | 36.08 | 5.51 | 30.50 | NaN | 602.269498 | NaN | 52.42 | 9.12040 | 35.139 | 0.178387 | 4.236 | 252.439 | NaN | NaN |
| 108 | 2020 | 2020-07-15 00:00:00.0000000 | 161 | Grain maize | Control | 1314.0232 | NaN | NaN | 68.507000 | 11.737 | 64.66 | 21.90 | 8.27 | 81.33 | NaN | 457.617000 | NaN | 33.37 | 5.84130 | 78.196 | 0.198700 | 2.982 | 105.487 | NaN | NaN |
| 109 | 2020 | 2020-07-15 00:00:00.0000000 | 161 | Grain maize | BMs | 1724.6857 | NaN | NaN | 85.634000 | 9.698 | 112.11 | 40.91 | 6.13 | 31.22 | NaN | 527.640000 | NaN | 72.34 | 7.74860 | 35.169 | 0.152800 | 6.235 | 265.118 | NaN | NaN |
| 110 | 2020 | 2020-07-15 00:00:00.0000000 | 162 | Grain maize | Control | 1227.2624 | NaN | NaN | 66.598136 | 11.163 | 56.71 | 20.90 | 7.04 | 79.47 | NaN | 444.866062 | NaN | 30.37 | 6.69300 | 77.253 | 0.193163 | 2.818 | 101.092 | NaN | NaN |
| 111 | 2020 | 2020-07-15 00:00:00.0000000 | 162 | Grain maize | BMs | 1429.8556 | NaN | NaN | 83.247913 | 9.224 | 98.33 | 39.04 | 5.22 | 30.51 | NaN | 512.937957 | NaN | 56.47 | 10.20590 | 37.878 | 0.148542 | 5.893 | 254.071 | NaN | NaN |